Pandas Profiling Report

Dataset statistics

Number of variables	23
Number of observations	1061151
Missing cells	2732997
Missing cells (%)	11.2%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	186.2 MiB
Average record size in memory	184.0 B

Variable types

Numeric	9
Categorical	12
Unsupported	2

Alerts

`filename` has a high cardinality: 1833 distinct values	High cardinality
`authentihash` has a high cardinality: 847869 distinct values	High cardinality
`file_md5` has a high cardinality: 889049 distinct values	High cardinality
`sha1` has a high cardinality: 889049 distinct values	High cardinality
`sha256` has a high cardinality: 889049 distinct values	High cardinality
`imp_hash` has a high cardinality: 155666 distinct values	High cardinality
`header_hash` has a high cardinality: 113230 distinct values	High cardinality
`ssdeep_hash1` has a high cardinality: 810052 distinct values	High cardinality
`ssdeep_hash2` has a high cardinality: 791467 distinct values	High cardinality
`tlsh` has a high cardinality: 866123 distinct values	High cardinality
`vhash` has a high cardinality: 232547 distinct values	High cardinality
`Unnamed: 0` is highly correlated with `win_count`	High correlation
`win_count` is highly correlated with `Unnamed: 0`	High correlation
`timestamp` is highly correlated with `malicious` and 1 other fields	High correlation
`malicious` is highly correlated with `timestamp` and 1 other fields	High correlation
`undetected` is highly correlated with `timestamp` and 1 other fields	High correlation
`Unnamed: 0` is highly correlated with `win_count`	High correlation
`win_count` is highly correlated with `Unnamed: 0`	High correlation
`malicious` is highly correlated with `undetected`	High correlation
`undetected` is highly correlated with `malicious`	High correlation
`Unnamed: 0` is highly correlated with `win_count`	High correlation
`win_count` is highly correlated with `Unnamed: 0`	High correlation
`malicious` is highly correlated with `undetected`	High correlation
`undetected` is highly correlated with `malicious`	High correlation
`Unnamed: 0` is highly correlated with `win_count`	High correlation
`win_count` is highly correlated with `Unnamed: 0`	High correlation
`filetype` is highly correlated with `malicious` and 2 other fields	High correlation
`malicious` is highly correlated with `filetype` and 1 other fields	High correlation
`undetected` is highly correlated with `filetype` and 1 other fields	High correlation
`resources_len` is highly correlated with `sections_len`	High correlation
`sections_len` is highly correlated with `filetype` and 1 other fields	High correlation
`imp_hash` has 133930 (12.6%) missing values	Missing
`icon_dhash` has 1061151 (100.0%) missing values	Missing
`icon_raw_md5` has 1061151 (100.0%) missing values	Missing
`header_hash` has 457062 (43.1%) missing values	Missing
`vhash` has 16598 (1.6%) missing values	Missing
`codesize` is highly skewed (γ1 = 73.7765193)	Skewed
`ssdeep_blocksize` is highly skewed (γ1 = 20.16463735)	Skewed
`Unnamed: 0` is uniformly distributed	Uniform
`Unnamed: 0` has unique values	Unique
`icon_dhash` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`icon_raw_md5` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`codesize` has 49413 (4.7%) zeros	Zeros
`timestamp` has 39965 (3.8%) zeros	Zeros
`malicious` has 349635 (32.9%) zeros	Zeros
`resources_len` has 187699 (17.7%) zeros	Zeros
`sections_len` has 15109 (1.4%) zeros	Zeros

Reproduction

Analysis started	2022-08-01 04:14:18.914808
Analysis finished	2022-08-01 04:16:07.515590
Duration	1 minute and 48.6 seconds
Software version	pandas-profiling v3.2.0
Download configuration	config.json

Unnamed: 0
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIFORM
UNIQUE

Distinct	1061151
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	530575

Minimum	0
Maximum	1061150
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	8.1 MiB

Quantile statistics

Minimum	0
5-th percentile	53057.5
Q1	265287.5
median	530575
Q3	795862.5
95-th percentile	1008092.5
Maximum	1061150
Range	1061150
Interquartile range (IQR)	530575

Descriptive statistics

Standard deviation	306328.0521
Coefficient of variation (CV)	0.5773510853
Kurtosis	-1.2
Mean	530575
Median Absolute Deviation (MAD)	265288
Skewness	2.251671058 × 10^-15
Sum	5.630201918 × 10¹¹
Variance	9.38368755 × 10¹⁰
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1	< 0.1%
707456	1	< 0.1%
707426	1	< 0.1%
707427	1	< 0.1%
707428	1	< 0.1%
707429	1	< 0.1%
707430	1	< 0.1%
707431	1	< 0.1%
707432	1	< 0.1%
707433	1	< 0.1%
Other values (1061141)	1061141	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
1	1	< 0.1%
2	1	< 0.1%
3	1	< 0.1%
4	1	< 0.1%
5	1	< 0.1%
6	1	< 0.1%
7	1	< 0.1%
8	1	< 0.1%
9	1	< 0.1%

Value	Count	Frequency (%)
1061150	1	< 0.1%
1061149	1	< 0.1%
1061148	1	< 0.1%
1061147	1	< 0.1%
1061146	1	< 0.1%
1061145	1	< 0.1%
1061144	1	< 0.1%
1061143	1	< 0.1%
1061142	1	< 0.1%
1061141	1	< 0.1%

filename
Categorical

HIGH CARDINALITY

Distinct	1833
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	8.1 MiB

2022042101/2022042101_11	2037
2022041901/2022041901_3	2011
2022042101/2022042101_3	1998
2022042101/2022042101_10	1915
20220329/2022032900/2022032900_54	1861
Other values (1828)	1051329

Length

Max length	33
Median length	24
Mean length	25.1307533
Min length	23

Characters and Unicode

Total characters	26667524
Distinct characters	12
Distinct categories	3 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	20220329/2022032900/2022032900_0
2nd row	20220329/2022032900/2022032900_0
3rd row	20220329/2022032900/2022032900_0
4th row	20220329/2022032900/2022032900_0
5th row	20220329/2022032900/2022032900_0

Common Values

Value	Count	Frequency (%)
2022042101/2022042101_11	2037	0.2%
2022041901/2022041901_3	2011	0.2%
2022042101/2022042101_3	1998	0.2%
2022042101/2022042101_10	1915	0.2%
20220329/2022032900/2022032900_54	1861	0.2%
2022042101/2022042101_1	1845	0.2%
20220329/2022032901/2022032901_4	1839	0.2%
20220329/2022032900/2022032900_59	1829	0.2%
20220329/2022032900/2022032900_53	1805	0.2%
20220329/2022032901/2022032901_6	1795	0.2%
Other values (1823)	1042216	98.2%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
2022042101/2022042101_11	2037	0.2%
2022041901/2022041901_3	2011	0.2%
2022042101/2022042101_3	1998	0.2%
2022042101/2022042101_10	1915	0.2%
20220329/2022032900/2022032900_54	1861	0.2%
2022042101/2022042101_1	1845	0.2%
20220329/2022032901/2022032901_4	1839	0.2%
20220329/2022032900/2022032900_59	1829	0.2%
20220329/2022032900/2022032900_53	1805	0.2%
20220329/2022032901/2022032901_6	1795	0.2%
Other values (1823)	1042216	98.2%

Most occurring characters

Value	Count	Frequency (%)
2	8247076	30.9%
0	6360770	23.9%
1	3086721	11.6%
9	2331944	8.7%
4	2201315	8.3%
/	1214882	4.6%
_	1061151	4.0%
3	968436	3.6%
5	423584	1.6%
8	263655	1.0%
Other values (2)	507990	1.9%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	24391491	91.5%
Other Punctuation	1214882	4.6%
Connector Punctuation	1061151	4.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
2	8247076	33.8%
0	6360770	26.1%
1	3086721	12.7%
9	2331944	9.6%
4	2201315	9.0%
3	968436	4.0%
5	423584	1.7%
8	263655	1.1%
7	256215	1.1%
6	251775	1.0%

Other Punctuation

Value	Count	Frequency (%)
/	1214882	100.0%

Connector Punctuation

Value	Count	Frequency (%)
_	1061151	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	26667524	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
2	8247076	30.9%
0	6360770	23.9%
1	3086721	11.6%
9	2331944	8.7%
4	2201315	8.3%
/	1214882	4.6%
_	1061151	4.0%
3	968436	3.6%
5	423584	1.6%
8	263655	1.0%
Other values (2)	507990	1.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	26667524	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
2	8247076	30.9%
0	6360770	23.9%
1	3086721	11.6%
9	2331944	8.7%
4	2201315	8.3%
/	1214882	4.6%
_	1061151	4.0%
3	968436	3.6%
5	423584	1.6%
8	263655	1.0%
Other values (2)	507990	1.9%

win_count
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	615754
Distinct (%)	58.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	272125.5209

Minimum	1
Maximum	615754
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	8.1 MiB

Quantile statistics

Minimum	1
5-th percentile	26529.5
Q1	132644.5
median	265288
Q3	397932
95-th percentile	562696.5
Maximum	615754
Range	615753
Interquartile range (IQR)	265287.5

Descriptive statistics

Standard deviation	164438.9321
Coefficient of variation (CV)	0.60427604
Kurtosis	-0.9553695865
Mean	272125.5209
Median Absolute Deviation (MAD)	132644
Skewness	0.2054256884
Sum	2.887662686 × 10¹¹
Variance	2.704016241 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	2	< 0.1%
296929	2	< 0.1%
296940	2	< 0.1%
296939	2	< 0.1%
296938	2	< 0.1%
296937	2	< 0.1%
296936	2	< 0.1%
296935	2	< 0.1%
296934	2	< 0.1%
296933	2	< 0.1%
Other values (615744)	1061131	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	2	< 0.1%
2	2	< 0.1%
3	2	< 0.1%
4	2	< 0.1%
5	2	< 0.1%
6	2	< 0.1%
7	2	< 0.1%
8	2	< 0.1%
9	2	< 0.1%
10	2	< 0.1%

Value	Count	Frequency (%)
615754	1	< 0.1%
615753	1	< 0.1%
615752	1	< 0.1%
615751	1	< 0.1%
615750	1	< 0.1%
615749	1	< 0.1%
615748	1	< 0.1%
615747	1	< 0.1%
615746	1	< 0.1%
615745	1	< 0.1%

authentihash
Categorical

HIGH CARDINALITY

Distinct	847869
Distinct (%)	79.9%
Missing	395
Missing (%)	< 0.1%
Memory size	8.1 MiB

b8fe3efe3ab6a568f24bd50336c9d0bcffc15602380c0671d0ff7b4c9edd0404	1217
305a14f981347997d7fd9f421cddb15872afd0a933187e9e1a51d6e737e3ea37	463
a317486af445e8c765efe7ef5c1ebf7870ffd474c43d458e6c29fff5acff9d94	403
9cbc6e30026e5d4fd02e2b1b98a38a6f196ed923411ab70742b1de877098bc26	386
3362c9ad25bf727792adb5705d10d23d3001055bfb26d8cc147b01614343b815	350
Other values (847864)	1057937

Length

Max length	64
Median length	64
Mean length	64
Min length	64

Characters and Unicode

Total characters	67888384
Distinct characters	16
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	757465 ?
Unique (%)	71.4%

Sample

1st row	07c34aaca4591a9cf8ebd1842225e71210f694302885f003124b870ae356a91c
2nd row	9608678e19cd811d8e942f9b9a8970575b59743412601e54ddfe623b04e9e083
3rd row	73619615379de51ef4844a127d0df005abe6590942c419d1d105bc51bff1710b
4th row	e66187aabe30cec5a1beb9cbb30aeb0eb486dea67be33e5447b73893aecfb39c
5th row	3af30befe9456955f1f829b2a3b9f814d92400398336ba172d3105a5b05e259e

Common Values

Value	Count	Frequency (%)
b8fe3efe3ab6a568f24bd50336c9d0bcffc15602380c0671d0ff7b4c9edd0404	1217	0.1%
305a14f981347997d7fd9f421cddb15872afd0a933187e9e1a51d6e737e3ea37	463	< 0.1%
a317486af445e8c765efe7ef5c1ebf7870ffd474c43d458e6c29fff5acff9d94	403	< 0.1%
9cbc6e30026e5d4fd02e2b1b98a38a6f196ed923411ab70742b1de877098bc26	386	< 0.1%
3362c9ad25bf727792adb5705d10d23d3001055bfb26d8cc147b01614343b815	350	< 0.1%
4298f97463766116e35d6152205935df924e4627b4bd6754220fe6afb7882d3f	347	< 0.1%
d2d273734ebb3a306bfb6ef2d657d7e720a3c9da9c2099a1246c088ff9c04144	330	< 0.1%
b93488667705b13e9dd835b51b8093c91c44fb794f601fa34d7fbfd2c964353f	327	< 0.1%
687cd72c218ba9f3a6a2de5279c2dd509d075a2afadd9c86bd59f17dcce89f4f	321	< 0.1%
0e6882a1ab47fb224a8de13667a8bec733b0f0dd258785e3274f648a92d4b901	290	< 0.1%
Other values (847859)	1056322	99.5%
(Missing)	395	< 0.1%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
b8fe3efe3ab6a568f24bd50336c9d0bcffc15602380c0671d0ff7b4c9edd0404	1217	0.1%
305a14f981347997d7fd9f421cddb15872afd0a933187e9e1a51d6e737e3ea37	463	< 0.1%
a317486af445e8c765efe7ef5c1ebf7870ffd474c43d458e6c29fff5acff9d94	403	< 0.1%
9cbc6e30026e5d4fd02e2b1b98a38a6f196ed923411ab70742b1de877098bc26	386	< 0.1%
3362c9ad25bf727792adb5705d10d23d3001055bfb26d8cc147b01614343b815	350	< 0.1%
4298f97463766116e35d6152205935df924e4627b4bd6754220fe6afb7882d3f	347	< 0.1%
d2d273734ebb3a306bfb6ef2d657d7e720a3c9da9c2099a1246c088ff9c04144	330	< 0.1%
b93488667705b13e9dd835b51b8093c91c44fb794f601fa34d7fbfd2c964353f	327	< 0.1%
687cd72c218ba9f3a6a2de5279c2dd509d075a2afadd9c86bd59f17dcce89f4f	321	< 0.1%
0e6882a1ab47fb224a8de13667a8bec733b0f0dd258785e3274f648a92d4b901	290	< 0.1%
Other values (847859)	1056322	99.6%

Most occurring characters

Value	Count	Frequency (%)
f	4256193	6.3%
d	4253891	6.3%
7	4249688	6.3%
0	4248617	6.3%
3	4245300	6.3%
2	4243317	6.3%
9	4243052	6.3%
b	4242413	6.2%
c	4240659	6.2%
5	4240536	6.2%
Other values (6)	25424718	37.5%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	42420603	62.5%
Lowercase Letter	25467781	37.5%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
7	4249688	10.0%
0	4248617	10.0%
3	4245300	10.0%
2	4243317	10.0%
9	4243052	10.0%
5	4240536	10.0%
4	4239424	10.0%
1	4238431	10.0%
6	4237983	10.0%
8	4234255	10.0%

Lowercase Letter

Value	Count	Frequency (%)
f	4256193	16.7%
d	4253891	16.7%
b	4242413	16.7%
c	4240659	16.7%
a	4239912	16.6%
e	4234713	16.6%

Most occurring scripts

Value	Count	Frequency (%)
Common	42420603	62.5%
Latin	25467781	37.5%

Most frequent character per script

Common

Value	Count	Frequency (%)
7	4249688	10.0%
0	4248617	10.0%
3	4245300	10.0%
2	4243317	10.0%
9	4243052	10.0%
5	4240536	10.0%
4	4239424	10.0%
1	4238431	10.0%
6	4237983	10.0%
8	4234255	10.0%

Latin

Value	Count	Frequency (%)
f	4256193	16.7%
d	4253891	16.7%
b	4242413	16.7%
c	4240659	16.7%
a	4239912	16.6%
e	4234713	16.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	67888384	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
f	4256193	6.3%
d	4253891	6.3%
7	4249688	6.3%
0	4248617	6.3%
3	4245300	6.3%
2	4243317	6.3%
9	4243052	6.3%
b	4242413	6.2%
c	4240659	6.2%
5	4240536	6.2%
Other values (6)	25424718	37.5%

filetype
Categorical

HIGH CORRELATION

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	8.1 MiB

Win32 EXE	671301
Win32 DLL	202660
Win64 EXE	102544
Win64 DLL	84324
Win16 EXE	322

Length

Max length	9
Median length	9
Mean length	9
Min length	9

Characters and Unicode

Total characters	9550359
Distinct characters	13
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Win64 EXE
2nd row	Win32 DLL
3rd row	Win32 DLL
4th row	Win32 EXE
5th row	Win32 EXE

Common Values

Value	Count	Frequency (%)
Win32 EXE	671301	63.3%
Win32 DLL	202660	19.1%
Win64 EXE	102544	9.7%
Win64 DLL	84324	7.9%
Win16 EXE	322	< 0.1%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
win32	873961	41.2%
exe	774167	36.5%
dll	286984	13.5%
win64	186868	8.8%
win16	322	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
E	1548334	16.2%
W	1061151	11.1%
i	1061151	11.1%
n	1061151	11.1%
	1061151	11.1%
3	873961	9.2%
2	873961	9.2%
X	774167	8.1%
L	573968	6.0%
D	286984	3.0%
Other values (3)	374380	3.9%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	4244604	44.4%
Lowercase Letter	2122302	22.2%
Decimal Number	2122302	22.2%
Space Separator	1061151	11.1%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
E	1548334	36.5%
W	1061151	25.0%
X	774167	18.2%
L	573968	13.5%
D	286984	6.8%

Decimal Number

Value	Count	Frequency (%)
3	873961	41.2%
2	873961	41.2%
6	187190	8.8%
4	186868	8.8%
1	322	< 0.1%

Lowercase Letter

Value	Count	Frequency (%)
i	1061151	50.0%
n	1061151	50.0%

Space Separator

Value	Count	Frequency (%)
	1061151	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	6366906	66.7%
Common	3183453	33.3%

Most frequent character per script

Latin

Value	Count	Frequency (%)
E	1548334	24.3%
W	1061151	16.7%
i	1061151	16.7%
n	1061151	16.7%
X	774167	12.2%
L	573968	9.0%
D	286984	4.5%

Common

Value	Count	Frequency (%)
	1061151	33.3%
3	873961	27.5%
2	873961	27.5%
6	187190	5.9%
4	186868	5.9%
1	322	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	9550359	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
E	1548334	16.2%
W	1061151	11.1%
i	1061151	11.1%
n	1061151	11.1%
	1061151	11.1%
3	873961	9.2%
2	873961	9.2%
X	774167	8.1%
L	573968	6.0%
D	286984	3.0%
Other values (3)	374380	3.9%

codesize
Real number (ℝ)

SKEWED
ZEROS

Distinct	19814
Distinct (%)	1.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1118093.426

Minimum	-1
Maximum	4294967295
Zeros	49413
Zeros (%)	4.7%
Negative	338
Negative (%)	< 0.1%
Memory size	8.1 MiB

Quantile statistics

Minimum	-1
5-th percentile	512
Q1	20992
median	77312
Q3	289280
95-th percentile	2237952
Maximum	4294967295
Range	4294967296
Interquartile range (IQR)	268288

Descriptive statistics

Standard deviation	30936892.49
Coefficient of variation (CV)	27.66932688
Kurtosis	6666.700775
Mean	1118093.426
Median Absolute Deviation (MAD)	70656
Skewness	73.7765193
Sum	1.186465957 × 10¹²
Variance	9.570913166 × 10¹⁴
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	49413	4.7%
8192	42557	4.0%
184320	38338	3.6%
12288	20763	2.0%
57344	19622	1.8%
61440	19273	1.8%
20480	17685	1.7%
245760	15849	1.5%
12800	15106	1.4%
16384	14946	1.4%
Other values (19804)	807599	76.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-1	338	< 0.1%
0	49413	4.7%
1	1	< 0.1%
5	14	< 0.1%
8	8	< 0.1%
15	3	< 0.1%
16	2	< 0.1%
32	22	< 0.1%
48	2	< 0.1%
64	2	< 0.1%

Value	Count	Frequency (%)
4294967295	8	< 0.1%
4278123124	1	< 0.1%
4211802366	2	< 0.1%
3510697472	1	< 0.1%
3353635150	1	< 0.1%
3338988675	2	< 0.1%
2063898536	1	< 0.1%
2042660165	1	< 0.1%
1912216911	1	< 0.1%
1818586738	3	< 0.1%

timestamp
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct	139
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1938.671165

Minimum	-1
Maximum	2106
Zeros	39965
Zeros (%)	3.8%
Negative	338
Negative (%)	< 0.1%
Memory size	8.1 MiB

Quantile statistics

Minimum	-1
5-th percentile	1989
Q1	2008
median	2015
Q3	2021
95-th percentile	2039
Maximum	2106
Range	2107
Interquartile range (IQR)	13

Descriptive statistics

Standard deviation	385.5648617
Coefficient of variation (CV)	0.1988810009
Kurtosis	21.27922201
Mean	1938.671165
Median Absolute Deviation (MAD)	6
Skewness	-4.819432625
Sum	2057222845
Variance	148660.2626
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2022	154428	14.6%
2021	141716	13.4%
1992	125311	11.8%
2008	56900	5.4%
2011	46718	4.4%
2020	42427	4.0%
2010	41121	3.9%
0	39965	3.8%
2019	39006	3.7%
2014	38918	3.7%
Other values (129)	334641	31.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-1	338	< 0.1%
0	39965	3.8%
1970	4164	0.4%
1971	146	< 0.1%
1972	683	0.1%
1973	194	< 0.1%
1974	115	< 0.1%
1975	83	< 0.1%
1976	177	< 0.1%
1977	77	< 0.1%

Value	Count	Frequency (%)
2106	294	< 0.1%
2105	509	< 0.1%
2104	633	0.1%
2103	575	0.1%
2102	672	0.1%
2101	610	0.1%
2100	857	0.1%
2099	897	0.1%
2098	652	0.1%
2097	650	0.1%

malicious
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	69
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	27.36354393

Minimum	0
Maximum	68
Zeros	349635
Zeros (%)	32.9%
Negative	0
Negative (%)	0.0%
Memory size	8.1 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	32
Q3	53
95-th percentile	59
Maximum	68
Range	68
Interquartile range (IQR)	53

Descriptive statistics

Standard deviation	25.14507853
Coefficient of variation (CV)	0.9189262398
Kurtosis	-1.830069507
Mean	27.36354393
Median Absolute Deviation (MAD)	26
Skewness	0.004432664833
Sum	29036852
Variance	632.2749742
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	349635	32.9%
1	50737	4.8%
56	40231	3.8%
55	39465	3.7%
57	37924	3.6%
54	37632	3.5%
53	34771	3.3%
58	32605	3.1%
52	31409	3.0%
51	27483	2.6%
Other values (59)	379259	35.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	349635	32.9%
1	50737	4.8%
2	21265	2.0%
3	12679	1.2%
4	9173	0.9%
5	6637	0.6%
6	5803	0.5%
7	3751	0.4%
8	2713	0.3%
9	2674	0.3%

Value	Count	Frequency (%)
68	1	< 0.1%
67	6	< 0.1%
66	32	< 0.1%
65	188	< 0.1%
64	781	0.1%
63	1896	0.2%
62	4580	0.4%
61	10101	1.0%
60	18473	1.7%
59	26287	2.5%

undetected
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	67
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	40.67565314

Minimum	3
Maximum	69
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	8.1 MiB

Quantile statistics

Minimum	3
5-th percentile	10
Q1	16
median	36
Q3	67
95-th percentile	69
Maximum	69
Range	66
Interquartile range (IQR)	51

Descriptive statistics

Standard deviation	24.46527321
Coefficient of variation (CV)	0.6014721664
Kurtosis	-1.827535731
Mean	40.67565314
Median Absolute Deviation (MAD)	25
Skewness	0.01677156093
Sum	43163010
Variance	598.5495933
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
68	183561	17.3%
67	85601	8.1%
69	67196	6.3%
14	42567	4.0%
13	41886	3.9%
15	40780	3.8%
12	39035	3.7%
66	38914	3.7%
16	37968	3.6%
17	34270	3.2%
Other values (57)	449373	42.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3	15	< 0.1%
4	79	< 0.1%
5	432	< 0.1%
6	1316	0.1%
7	3235	0.3%
8	7468	0.7%
9	15584	1.5%
10	26259	2.5%
11	33461	3.2%
12	39035	3.7%

Value	Count	Frequency (%)
69	67196	6.3%
68	183561	17.3%
67	85601	8.1%
66	38914	3.7%
65	21989	2.1%
64	16110	1.5%
63	14374	1.4%
62	10309	1.0%
61	7173	0.7%
60	5751	0.5%

resources_len
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	102
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.85896258

Minimum	0
Maximum	101
Zeros	187699
Zeros (%)	17.7%
Negative	0
Negative (%)	0.0%
Memory size	8.1 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	3
Q3	11
95-th percentile	69
Maximum	101
Range	101
Interquartile range (IQR)	10

Descriptive statistics

Standard deviation	21.92666535
Coefficient of variation (CV)	1.848953077
Kurtosis	7.008306147
Mean	11.85896258
Median Absolute Deviation (MAD)	3
Skewness	2.73922897
Sum	12584150
Variance	480.7786534
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	187699	17.7%
1	167498	15.8%
2	148546	14.0%
4	89717	8.5%
3	47208	4.4%
6	30734	2.9%
7	28027	2.6%
8	27363	2.6%
101	27214	2.6%
14	26863	2.5%
Other values (92)	280282	26.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	187699	17.7%
1	167498	15.8%
2	148546	14.0%
3	47208	4.4%
4	89717	8.5%
5	21954	2.1%
6	30734	2.9%
7	28027	2.6%
8	27363	2.6%
9	23088	2.2%

Value	Count	Frequency (%)
101	27214	2.6%
100	132	< 0.1%
99	191	< 0.1%
98	195	< 0.1%
97	221	< 0.1%
96	233	< 0.1%
95	240	< 0.1%
94	208	< 0.1%
93	253	< 0.1%
92	197	< 0.1%

sections_len
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	51
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.350149036

Minimum	0
Maximum	50
Zeros	15109
Zeros (%)	1.4%
Negative	0
Negative (%)	0.0%
Memory size	8.1 MiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	3
median	5
Q3	6
95-th percentile	10
Maximum	50
Range	50
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	4.28519082
Coefficient of variation (CV)	0.8009479345
Kurtosis	50.64177403
Mean	5.350149036
Median Absolute Deviation (MAD)	2
Skewness	5.924954055
Sum	5677316
Variance	18.36286036
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3	303920	28.6%
5	171765	16.2%
6	126285	11.9%
4	123518	11.6%
8	106781	10.1%
7	61524	5.8%
2	52611	5.0%
9	30555	2.9%
10	22558	2.1%
0	15109	1.4%
Other values (41)	46525	4.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	15109	1.4%
1	9937	0.9%
2	52611	5.0%
3	303920	28.6%
4	123518	11.6%
5	171765	16.2%
6	126285	11.9%
7	61524	5.8%
8	106781	10.1%
9	30555	2.9%

Value	Count	Frequency (%)
50	2491	0.2%
49	199	< 0.1%
48	209	< 0.1%
47	246	< 0.1%
46	276	< 0.1%
45	307	< 0.1%
44	255	< 0.1%
43	289	< 0.1%
42	284	< 0.1%
41	267	< 0.1%

file_md5
Categorical

HIGH CARDINALITY

Distinct	889049
Distinct (%)	83.8%
Missing	0
Missing (%)	0.0%
Memory size	8.1 MiB

5eb483b7600b338b5c51636c31b81cb8	67
0d698af330fd17bee3bf90011d49251d	67
a3ca17c01e2482d5c5d8778172c5dc51	66
4488f766299c7fefe2a7038e3d0b7e6a	64
98140b2b32f19954111b25f4d93f4196	64
Other values (889044)	1060823

Length

Max length	32
Median length	32
Mean length	32
Min length	32

Characters and Unicode

Total characters	33956832
Distinct characters	16
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	802193 ?
Unique (%)	75.6%

Sample

1st row	c1cd817bd3d737f6162e1a9086e91cd2
2nd row	fc5882322f777f89b12db2dff6d5374c
3rd row	9f982986abf27e8cd7717961f8bff9b2
4th row	43141e85e7c36e31b52b22ab94d5e574
5th row	44a8d9ab16e537b6d512728f9c44fa35

Common Values

Value	Count	Frequency (%)
5eb483b7600b338b5c51636c31b81cb8	67	< 0.1%
0d698af330fd17bee3bf90011d49251d	67	< 0.1%
a3ca17c01e2482d5c5d8778172c5dc51	66	< 0.1%
4488f766299c7fefe2a7038e3d0b7e6a	64	< 0.1%
98140b2b32f19954111b25f4d93f4196	64	< 0.1%
1dfb8953abfc8ff72b763595d55a4854	63	< 0.1%
3b9ad03736ffd011695ecb90c3256475	61	< 0.1%
66d10a5481371bbb577bb0e0510efff6	61	< 0.1%
997b712ab751a9f7f2eae29cd200a272	61	< 0.1%
65b983dbec69901339b0cb329cc3cc18	61	< 0.1%
Other values (889039)	1060516	99.9%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
5eb483b7600b338b5c51636c31b81cb8	67	< 0.1%
0d698af330fd17bee3bf90011d49251d	67	< 0.1%
a3ca17c01e2482d5c5d8778172c5dc51	66	< 0.1%
4488f766299c7fefe2a7038e3d0b7e6a	64	< 0.1%
98140b2b32f19954111b25f4d93f4196	64	< 0.1%
1dfb8953abfc8ff72b763595d55a4854	63	< 0.1%
3b9ad03736ffd011695ecb90c3256475	61	< 0.1%
66d10a5481371bbb577bb0e0510efff6	61	< 0.1%
997b712ab751a9f7f2eae29cd200a272	61	< 0.1%
65b983dbec69901339b0cb329cc3cc18	61	< 0.1%
Other values (889039)	1060516	99.9%

Most occurring characters

Value	Count	Frequency (%)
0	2133713	6.3%
f	2126925	6.3%
c	2125360	6.3%
a	2124490	6.3%
d	2123805	6.3%
7	2123771	6.3%
e	2123086	6.3%
3	2122552	6.3%
1	2122201	6.2%
b	2120432	6.2%
Other values (6)	12710497	37.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	21212734	62.5%
Lowercase Letter	12744098	37.5%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	2133713	10.1%
7	2123771	10.0%
3	2122552	10.0%
1	2122201	10.0%
8	2120168	10.0%
4	2119742	10.0%
9	2118628	10.0%
6	2118613	10.0%
2	2116870	10.0%
5	2116476	10.0%

Lowercase Letter

Value	Count	Frequency (%)
f	2126925	16.7%
c	2125360	16.7%
a	2124490	16.7%
d	2123805	16.7%
e	2123086	16.7%
b	2120432	16.6%

Most occurring scripts

Value	Count	Frequency (%)
Common	21212734	62.5%
Latin	12744098	37.5%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	2133713	10.1%
7	2123771	10.0%
3	2122552	10.0%
1	2122201	10.0%
8	2120168	10.0%
4	2119742	10.0%
9	2118628	10.0%
6	2118613	10.0%
2	2116870	10.0%
5	2116476	10.0%

Latin

Value	Count	Frequency (%)
f	2126925	16.7%
c	2125360	16.7%
a	2124490	16.7%
d	2123805	16.7%
e	2123086	16.7%
b	2120432	16.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	33956832	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	2133713	6.3%
f	2126925	6.3%
c	2125360	6.3%
a	2124490	6.3%
d	2123805	6.3%
7	2123771	6.3%
e	2123086	6.3%
3	2122552	6.3%
1	2122201	6.2%
b	2120432	6.2%
Other values (6)	12710497	37.4%

sha1
Categorical

HIGH CARDINALITY

Distinct	889049
Distinct (%)	83.8%
Missing	0
Missing (%)	0.0%
Memory size	8.1 MiB

e70d9183f08f20e9175dbbe1f171fc1f83d832b7	67
52a7274a0b4f9493632060fe25993a2ef24fe827	67
b94e853e5ff4ab4573bded3ec2d44c013bc47b7e	66
04ec94e21ff2c4eb6c144f6c6241642c05f182b3	64
739f3c3e64735ba8ab03f9bbd2cee84180a39c7d	64
Other values (889044)	1060823

Length

Max length	40
Median length	40
Mean length	40
Min length	40

Characters and Unicode

Total characters	42446040
Distinct characters	16
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	802193 ?
Unique (%)	75.6%

Sample

1st row	cedba9bdca951f88d9b5e2cd0a7f2acd624a63f1
2nd row	244155c256095b71287686dd4269418b92b2b953
3rd row	aff4f6e61fe4f1cc9ea618bff3908f321c81102c
4th row	cfd7079a9b268d84b856dc668edbb9ab9ef35312
5th row	43552a601e14591bd5c046ea11ab055aa0b59dda

Common Values

Value	Count	Frequency (%)
e70d9183f08f20e9175dbbe1f171fc1f83d832b7	67	< 0.1%
52a7274a0b4f9493632060fe25993a2ef24fe827	67	< 0.1%
b94e853e5ff4ab4573bded3ec2d44c013bc47b7e	66	< 0.1%
04ec94e21ff2c4eb6c144f6c6241642c05f182b3	64	< 0.1%
739f3c3e64735ba8ab03f9bbd2cee84180a39c7d	64	< 0.1%
f3769213fb555273e08bd6ac7cfd57119df850c8	63	< 0.1%
1bffa041d33ef27cd1b926fdde8f24fcd8c872b8	61	< 0.1%
675011f8e6160e065763a7639d7ff270582e70ed	61	< 0.1%
10ad6926a004b92c217fc1220579b8bb60d4f50b	61	< 0.1%
6a7e7b9ff00ec5108148ed4dfdc6d2d73a9e9606	61	< 0.1%
Other values (889039)	1060516	99.9%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
e70d9183f08f20e9175dbbe1f171fc1f83d832b7	67	< 0.1%
52a7274a0b4f9493632060fe25993a2ef24fe827	67	< 0.1%
b94e853e5ff4ab4573bded3ec2d44c013bc47b7e	66	< 0.1%
04ec94e21ff2c4eb6c144f6c6241642c05f182b3	64	< 0.1%
739f3c3e64735ba8ab03f9bbd2cee84180a39c7d	64	< 0.1%
f3769213fb555273e08bd6ac7cfd57119df850c8	63	< 0.1%
1bffa041d33ef27cd1b926fdde8f24fcd8c872b8	61	< 0.1%
675011f8e6160e065763a7639d7ff270582e70ed	61	< 0.1%
10ad6926a004b92c217fc1220579b8bb60d4f50b	61	< 0.1%
6a7e7b9ff00ec5108148ed4dfdc6d2d73a9e9606	61	< 0.1%
Other values (889039)	1060516	99.9%

Most occurring characters

Value	Count	Frequency (%)
0	2659489	6.3%
f	2657798	6.3%
3	2657681	6.3%
e	2657551	6.3%
d	2655967	6.3%
7	2654074	6.3%
9	2651884	6.2%
b	2651363	6.2%
4	2651257	6.2%
a	2651134	6.2%
Other values (6)	15897842	37.5%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	26521420	62.5%
Lowercase Letter	15924620	37.5%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	2659489	10.0%
3	2657681	10.0%
7	2654074	10.0%
9	2651884	10.0%
4	2651257	10.0%
6	2650650	10.0%
1	2650277	10.0%
5	2648863	10.0%
2	2648754	10.0%
8	2648491	10.0%

Lowercase Letter

Value	Count	Frequency (%)
f	2657798	16.7%
e	2657551	16.7%
d	2655967	16.7%
b	2651363	16.6%
a	2651134	16.6%
c	2650807	16.6%

Most occurring scripts

Value	Count	Frequency (%)
Common	26521420	62.5%
Latin	15924620	37.5%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	2659489	10.0%
3	2657681	10.0%
7	2654074	10.0%
9	2651884	10.0%
4	2651257	10.0%
6	2650650	10.0%
1	2650277	10.0%
5	2648863	10.0%
2	2648754	10.0%
8	2648491	10.0%

Latin

Value	Count	Frequency (%)
f	2657798	16.7%
e	2657551	16.7%
d	2655967	16.7%
b	2651363	16.6%
a	2651134	16.6%
c	2650807	16.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	42446040	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	2659489	6.3%
f	2657798	6.3%
3	2657681	6.3%
e	2657551	6.3%
d	2655967	6.3%
7	2654074	6.3%
9	2651884	6.2%
b	2651363	6.2%
4	2651257	6.2%
a	2651134	6.2%
Other values (6)	15897842	37.5%

sha256
Categorical

HIGH CARDINALITY

Distinct	889049
Distinct (%)	83.8%
Missing	0
Missing (%)	0.0%
Memory size	8.1 MiB

60e48246cc0dc8316889a5abd2752444dfafc0db7b51d6c9935ede662fa24c15	67
3c1c6d813d2b031d988204155fc198fe4f32ff56c05dabbcfcd5486131f4fb9d	67
cd860500abd7e8e686b9bbf1b51011bc1752a39b61a1e8c906dbf0800e3e21c3	66
8874fb15d446396d1740a3ed90a4643de9ba982d6fdfd61282d75e81efcc415b	64
9712a7c8cdf763dcd8a47d4008c0f40a8b51f714f40a362c497cf68a10ad80a0	64
Other values (889044)	1060823

Length

Max length	64
Median length	64
Mean length	64
Min length	64

Characters and Unicode

Total characters	67913664
Distinct characters	16
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	802193 ?
Unique (%)	75.6%

Sample

1st row	e0fac1d131a2be9e6332565b4070028212f93728dfb03cc009785b956247847b
2nd row	b804db8237850c862e428b11f2551709c167257a2676d94fde6624ec60d24a6e
3rd row	7a289af8eb41ae528f58c3f4ad7be982e13507de907a6e0e26babcb4145b52d8
4th row	ea308c76a2f927b160a143d94072b0dce232e04b751f0c6432a94e05164e716d
5th row	11e28d1aaf18f77e68627ed160baf296e4372ac145022f1a634c790211369d10

Common Values

Value	Count	Frequency (%)
60e48246cc0dc8316889a5abd2752444dfafc0db7b51d6c9935ede662fa24c15	67	< 0.1%
3c1c6d813d2b031d988204155fc198fe4f32ff56c05dabbcfcd5486131f4fb9d	67	< 0.1%
cd860500abd7e8e686b9bbf1b51011bc1752a39b61a1e8c906dbf0800e3e21c3	66	< 0.1%
8874fb15d446396d1740a3ed90a4643de9ba982d6fdfd61282d75e81efcc415b	64	< 0.1%
9712a7c8cdf763dcd8a47d4008c0f40a8b51f714f40a362c497cf68a10ad80a0	64	< 0.1%
6108d8265c6b7870c37818489b973c5016ede133c9a71147471b2cf4248f7c79	63	< 0.1%
0dde873a38e0d23233691e83bd9716205169d2097b5eb0d51aa1b96a519a8808	61	< 0.1%
37bbc5be8bda839f9347e66400315a062005a3da0ada06b55e94f18fbab09114	61	< 0.1%
f443484f701f5f7c80e061a5bbeeb6a800615e42991bf514f876de7cef04268a	61	< 0.1%
f97aef6102ec86f06c1b143a8bea30a250624b5fe243f97c07fda439cb7a21c4	61	< 0.1%
Other values (889039)	1060516	99.9%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
60e48246cc0dc8316889a5abd2752444dfafc0db7b51d6c9935ede662fa24c15	67	< 0.1%
3c1c6d813d2b031d988204155fc198fe4f32ff56c05dabbcfcd5486131f4fb9d	67	< 0.1%
cd860500abd7e8e686b9bbf1b51011bc1752a39b61a1e8c906dbf0800e3e21c3	66	< 0.1%
8874fb15d446396d1740a3ed90a4643de9ba982d6fdfd61282d75e81efcc415b	64	< 0.1%
9712a7c8cdf763dcd8a47d4008c0f40a8b51f714f40a362c497cf68a10ad80a0	64	< 0.1%
6108d8265c6b7870c37818489b973c5016ede133c9a71147471b2cf4248f7c79	63	< 0.1%
0dde873a38e0d23233691e83bd9716205169d2097b5eb0d51aa1b96a519a8808	61	< 0.1%
37bbc5be8bda839f9347e66400315a062005a3da0ada06b55e94f18fbab09114	61	< 0.1%
f443484f701f5f7c80e061a5bbeeb6a800615e42991bf514f876de7cef04268a	61	< 0.1%
f97aef6102ec86f06c1b143a8bea30a250624b5fe243f97c07fda439cb7a21c4	61	< 0.1%
Other values (889039)	1060516	99.9%

Most occurring characters

Value	Count	Frequency (%)
6	4255814	6.3%
4	4251111	6.3%
5	4247696	6.3%
0	4246974	6.3%
c	4246349	6.3%
1	4245933	6.3%
e	4245641	6.3%
3	4244492	6.2%
9	4244229	6.2%
7	4244027	6.2%
Other values (6)	25441398	37.5%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	42457159	62.5%
Lowercase Letter	25456505	37.5%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
6	4255814	10.0%
4	4251111	10.0%
5	4247696	10.0%
0	4246974	10.0%
1	4245933	10.0%
3	4244492	10.0%
9	4244229	10.0%
7	4244027	10.0%
2	4241090	10.0%
8	4235793	10.0%

Lowercase Letter

Value	Count	Frequency (%)
c	4246349	16.7%
e	4245641	16.7%
f	4243921	16.7%
a	4243249	16.7%
b	4241869	16.7%
d	4235476	16.6%

Most occurring scripts

Value	Count	Frequency (%)
Common	42457159	62.5%
Latin	25456505	37.5%

Most frequent character per script

Common

Value	Count	Frequency (%)
6	4255814	10.0%
4	4251111	10.0%
5	4247696	10.0%
0	4246974	10.0%
1	4245933	10.0%
3	4244492	10.0%
9	4244229	10.0%
7	4244027	10.0%
2	4241090	10.0%
8	4235793	10.0%

Latin

Value	Count	Frequency (%)
c	4246349	16.7%
e	4245641	16.7%
f	4243921	16.7%
a	4243249	16.7%
b	4241869	16.7%
d	4235476	16.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	67913664	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
6	4255814	6.3%
4	4251111	6.3%
5	4247696	6.3%
0	4246974	6.3%
c	4246349	6.3%
1	4245933	6.3%
e	4245641	6.3%
3	4244492	6.2%
9	4244229	6.2%
7	4244027	6.2%
Other values (6)	25441398	37.5%

imp_hash
Categorical

HIGH CARDINALITY
MISSING

Distinct	155666
Distinct (%)	16.8%
Missing	133930
Missing (%)	12.6%
Memory size	8.1 MiB

dae02f32a21e03ce65412f6e56942daa	55424
f34d5f2d4577ed6d9ceec516c1f5a744	41578
359d89624a26d1e756c3e9d6782d6eb0	27091
8abecba2211e61763c4c9ffcaa13369e	24119
73effd46557538d5fa5561eee3ffc59c	17867
Other values (155661)	761142

Length

Max length	32
Median length	32
Mean length	32
Min length	32

Characters and Unicode

Total characters	29671072
Distinct characters	16
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	112700 ?
Unique (%)	12.2%

Sample

1st row	73effd46557538d5fa5561eee3ffc59c
2nd row	9fd5e356cbddf729790916e149772f9d
3rd row	7befd0ee05c1c9ca5f08fc564d7c3598
4th row	1a9deef54b6b9763013f742bee84d533
5th row	96e57d09efd03a48c83f1349e435734e

Common Values

Value	Count	Frequency (%)
dae02f32a21e03ce65412f6e56942daa	55424	5.2%
f34d5f2d4577ed6d9ceec516c1f5a744	41578	3.9%
359d89624a26d1e756c3e9d6782d6eb0	27091	2.6%
8abecba2211e61763c4c9ffcaa13369e	24119	2.3%
73effd46557538d5fa5561eee3ffc59c	17867	1.7%
431cb9bbc479c64cb0d873043f4de547	13245	1.2%
96e57d09efd03a48c83f1349e435734e	10688	1.0%
c8d018cb37e373f39260e312242f20d0	10356	1.0%
25c7ac00c91884fd2923a489ae9dfbca	10295	1.0%
ed86c2ba483c37b0e2cfeecbd5fca876	9239	0.9%
Other values (155656)	707319	66.7%
(Missing)	133930	12.6%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
dae02f32a21e03ce65412f6e56942daa	55424	6.0%
f34d5f2d4577ed6d9ceec516c1f5a744	41578	4.5%
359d89624a26d1e756c3e9d6782d6eb0	27091	2.9%
8abecba2211e61763c4c9ffcaa13369e	24119	2.6%
73effd46557538d5fa5561eee3ffc59c	17867	1.9%
431cb9bbc479c64cb0d873043f4de547	13245	1.4%
96e57d09efd03a48c83f1349e435734e	10688	1.2%
c8d018cb37e373f39260e312242f20d0	10356	1.1%
25c7ac00c91884fd2923a489ae9dfbca	10295	1.1%
ed86c2ba483c37b0e2cfeecbd5fca876	9239	1.0%
Other values (155656)	707319	76.3%

Most occurring characters

Value	Count	Frequency (%)
e	2114467	7.1%
5	2036397	6.9%
6	1990577	6.7%
2	1972690	6.6%
d	1945410	6.6%
c	1938703	6.5%
4	1914863	6.5%
a	1882729	6.3%
f	1877369	6.3%
3	1870435	6.3%
Other values (6)	10127432	34.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	18347124	61.8%
Lowercase Letter	11323948	38.2%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
5	2036397	11.1%
6	1990577	10.8%
2	1972690	10.8%
4	1914863	10.4%
3	1870435	10.2%
9	1809093	9.9%
7	1748533	9.5%
1	1722525	9.4%
0	1664461	9.1%
8	1617550	8.8%

Lowercase Letter

Value	Count	Frequency (%)
e	2114467	18.7%
d	1945410	17.2%
c	1938703	17.1%
a	1882729	16.6%
f	1877369	16.6%
b	1565270	13.8%

Most occurring scripts

Value	Count	Frequency (%)
Common	18347124	61.8%
Latin	11323948	38.2%

Most frequent character per script

Common

Value	Count	Frequency (%)
5	2036397	11.1%
6	1990577	10.8%
2	1972690	10.8%
4	1914863	10.4%
3	1870435	10.2%
9	1809093	9.9%
7	1748533	9.5%
1	1722525	9.4%
0	1664461	9.1%
8	1617550	8.8%

Latin

Value	Count	Frequency (%)
e	2114467	18.7%
d	1945410	17.2%
c	1938703	17.1%
a	1882729	16.6%
f	1877369	16.6%
b	1565270	13.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	29671072	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	2114467	7.1%
5	2036397	6.9%
6	1990577	6.7%
2	1972690	6.6%
d	1945410	6.6%
c	1938703	6.5%
4	1914863	6.5%
a	1882729	6.3%
f	1877369	6.3%
3	1870435	6.3%
Other values (6)	10127432	34.1%

icon_dhash
Unsupported

MISSING
REJECTED
UNSUPPORTED

Missing	1061151
Missing (%)	100.0%
Memory size	8.1 MiB

icon_raw_md5
Unsupported

MISSING
REJECTED
UNSUPPORTED

Missing	1061151
Missing (%)	100.0%
Memory size	8.1 MiB

header_hash
Categorical

HIGH CARDINALITY
MISSING

Distinct	113230
Distinct (%)	18.7%
Missing	457062
Missing (%)	43.1%
Memory size	8.1 MiB

cc89e54dc66a5f6ee88d58234c078e9b	35242
9fd14c40d4dca5e21aa54c626075766f	28269
4d713ec4bf35d116556f22794429e3fd	24672
cfa14d932599a86407a6162cc2d261fa	23307
fec6d6d499d3f24031e6f7c921c9b24e	14804
Other values (113225)	477795

Length

Max length	32
Median length	32
Mean length	32
Min length	32

Characters and Unicode

Total characters	19330848
Distinct characters	16
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	80422 ?
Unique (%)	13.3%

Sample

1st row	cc89e54dc66a5f6ee88d58234c078e9b
2nd row	37d2a8ce6ecf3a7d70ff9fbf0a31f49a
3rd row	7f6db26a96ad489e799b619d40fcf5ec
4th row	ccba0f5380483d4a1486078de3a8ab3c
5th row	9fd14c40d4dca5e21aa54c626075766f

Common Values

Value	Count	Frequency (%)
cc89e54dc66a5f6ee88d58234c078e9b	35242	3.3%
9fd14c40d4dca5e21aa54c626075766f	28269	2.7%
4d713ec4bf35d116556f22794429e3fd	24672	2.3%
cfa14d932599a86407a6162cc2d261fa	23307	2.2%
fec6d6d499d3f24031e6f7c921c9b24e	14804	1.4%
9bd95454056f0c9989e7c7a66ff93096	9256	0.9%
640b9fb49577f39427b39125155c2425	9086	0.9%
ba967c5d211b9e2d2e05a5e3d59eeab9	8555	0.8%
5e67b3cf402f2e20e86752994cdf70ca	4671	0.4%
f05a488cd83d3aa2b72c1ddefe58cfce	4058	0.4%
Other values (113220)	442169	41.7%
(Missing)	457062	43.1%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
cc89e54dc66a5f6ee88d58234c078e9b	35242	5.8%
9fd14c40d4dca5e21aa54c626075766f	28269	4.7%
4d713ec4bf35d116556f22794429e3fd	24672	4.1%
cfa14d932599a86407a6162cc2d261fa	23307	3.9%
fec6d6d499d3f24031e6f7c921c9b24e	14804	2.5%
9bd95454056f0c9989e7c7a66ff93096	9256	1.5%
640b9fb49577f39427b39125155c2425	9086	1.5%
ba967c5d211b9e2d2e05a5e3d59eeab9	8555	1.4%
5e67b3cf402f2e20e86752994cdf70ca	4671	0.8%
f05a488cd83d3aa2b72c1ddefe58cfce	4058	0.7%
Other values (113220)	442169	73.2%

Most occurring characters

Value	Count	Frequency (%)
6	1363238	7.1%
4	1353984	7.0%
9	1316090	6.8%
5	1298050	6.7%
c	1286928	6.7%
2	1286834	6.7%
d	1259324	6.5%
f	1239103	6.4%
e	1213717	6.3%
a	1153844	6.0%
Other values (6)	6559736	33.9%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	12163558	62.9%
Lowercase Letter	7167290	37.1%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
6	1363238	11.2%
4	1353984	11.1%
9	1316090	10.8%
5	1298050	10.7%
2	1286834	10.6%
1	1148055	9.4%
8	1121350	9.2%
7	1112330	9.1%
3	1099496	9.0%
0	1064131	8.7%

Lowercase Letter

Value	Count	Frequency (%)
c	1286928	18.0%
d	1259324	17.6%
f	1239103	17.3%
e	1213717	16.9%
a	1153844	16.1%
b	1014374	14.2%

Most occurring scripts

Value	Count	Frequency (%)
Common	12163558	62.9%
Latin	7167290	37.1%

Most frequent character per script

Common

Value	Count	Frequency (%)
6	1363238	11.2%
4	1353984	11.1%
9	1316090	10.8%
5	1298050	10.7%
2	1286834	10.6%
1	1148055	9.4%
8	1121350	9.2%
7	1112330	9.1%
3	1099496	9.0%
0	1064131	8.7%

Latin

Value	Count	Frequency (%)
c	1286928	18.0%
d	1259324	17.6%
f	1239103	17.3%
e	1213717	16.9%
a	1153844	16.1%
b	1014374	14.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	19330848	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
6	1363238	7.1%
4	1353984	7.0%
9	1316090	6.8%
5	1298050	6.7%
c	1286928	6.7%
2	1286834	6.7%
d	1259324	6.5%
f	1239103	6.4%
e	1213717	6.3%
a	1153844	6.0%
Other values (6)	6559736	33.9%

ssdeep_blocksize
Real number (ℝ_≥0)

SKEWED

Distinct	23
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	69989.68573

Minimum	3
Maximum	12582912
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	8.1 MiB

Quantile statistics

Minimum	3
5-th percentile	192
Q1	1536
median	6144
Q3	49152
95-th percentile	196608
Maximum	12582912
Range	12582909
Interquartile range (IQR)	47616

Descriptive statistics

Standard deviation	382217.6951
Coefficient of variation (CV)	5.461057456
Kurtosis	560.6102651
Mean	69989.68573
Median Absolute Deviation (MAD)	6096
Skewness	20.16463735
Sum	7.4269625 × 10¹⁰
Variance	1.460903665 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=23)

Value	Count	Frequency (%)
1536	130141	12.3%
12288	121183	11.4%
49152	118740	11.2%
6144	117271	11.1%
24576	109856	10.4%
3072	103008	9.7%
768	85654	8.1%
98304	82711	7.8%
384	50336	4.7%
196608	44230	4.2%
Other values (13)	98021	9.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3	354	< 0.1%
6	391	< 0.1%
12	501	< 0.1%
24	4146	0.4%
48	10825	1.0%
96	16072	1.5%
192	26134	2.5%
384	50336	4.7%
768	85654	8.1%
1536	130141	12.3%

Value	Count	Frequency (%)
12582912	465	< 0.1%
6291456	714	0.1%
3145728	2854	0.3%
1572864	7147	0.7%
786432	11067	1.0%
393216	17351	1.6%
196608	44230	4.2%
98304	82711	7.8%
49152	118740	11.2%
24576	109856	10.4%

ssdeep_hash1
Categorical

HIGH CARDINALITY

Distinct	810052
Distinct (%)	76.3%
Missing	0
Missing (%)	0.0%
Memory size	8.1 MiB

3Hjk+0oLnWFnzBHv/xWFsg8WatFBGFVWPE5ac0pG/1z+QVMbg1	958
EL+KpPlK/FsU+/W28Po6TYUBMGUaP0WVXbtMBskOCOtUTFrp76g3IKMaPS2qOPVf	729
eqnO8YpD1oOJp+Ce1PSiG2jfIBoI5DyDwYMDxFesH0ioBw7oKk2	499
+qnO8YpD1oOJp+Ce1PSiG2jfIBoI5DyDwYMDxFesH0ioBw7oKk2	459
yL+KpPlRc+sASZHXZqiUoPH207jmSdME1s5aet3wAOXgXLLdqyr7/XSWaPw	316
Other values (810047)	1058190

Length

Max length	64
Median length	54
Mean length	49.17482526
Min length	32

Characters and Unicode

Total characters	52181915
Distinct characters	64
Distinct categories	5 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	706785 ?
Unique (%)	66.6%

Sample

1st row	9tP/1S4riIt2PABMgUEfRfxKOgU3zBNct
2nd row	iPle+8vX/0+/tdCQnHvU7/I2cPAR8vVcgHHSB2zyEUO1gChaZOQL7FfOKEnUG5K8
3rd row	fnm1J1rfK6QeMZ1t2jckZxInvGNF/njDRmyXb1qXSBwLxhsKhSzi6euAbArUcN
4th row	AwAxBpwU5gU+2/9dB5XlH1YAEa5OLW0TjLWG3rn0Yf5ogmn9X9Rf6TIALr22DIVM
5th row	TOpCA4N+Jh55WGQCBni/kzdLJTg4JPo+odtHvpYj2jZX22bBZBt

Common Values

Value	Count	Frequency (%)
3Hjk+0oLnWFnzBHv/xWFsg8WatFBGFVWPE5ac0pG/1z+QVMbg1	958	0.1%
EL+KpPlK/FsU+/W28Po6TYUBMGUaP0WVXbtMBskOCOtUTFrp76g3IKMaPS2qOPVf	729	0.1%
eqnO8YpD1oOJp+Ce1PSiG2jfIBoI5DyDwYMDxFesH0ioBw7oKk2	499	< 0.1%
+qnO8YpD1oOJp+Ce1PSiG2jfIBoI5DyDwYMDxFesH0ioBw7oKk2	459	< 0.1%
yL+KpPlRc+sASZHXZqiUoPH207jmSdME1s5aet3wAOXgXLLdqyr7/XSWaPw	316	< 0.1%
qEA9P+bz2cHPcUb6HSb4SOEMkBeH7nQckO6bAGx7jXTV+333TY	304	< 0.1%
db8seLCvStm4vrkQmEqFp/ipTHwnA5H5u8Qepn	290	< 0.1%
0g7n7JhzrplE7MFaT083LJL64OGz+vWjAu+hHxXAdyMyLKY8mMOce5qdWbQh4+c	270	< 0.1%
9rn4CuDcpMkymV5x0RCVZeeUebHCDYp61FmHhe8pTAV02DtEb	232	< 0.1%
Hjp5CzCWby2H8sh8nIKWc9fDmuqMR1Cn	224	< 0.1%
Other values (810042)	1056870	99.6%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
3hjk+0olnwfnzbhv/xwfsg8watfbgfvwpe5ac0pg/1z+qvmbg1	960	0.1%
el+kpplk/fsu+/w28po6tyubmguap0wvxbtmbskocotutfrp76g3ikmaps2qopvf	760	0.1%
eqno8ypd1oojp+ce1psig2jfiboi5dydwymdxfesh0iobw7okk2	499	< 0.1%
qno8ypd1oojp+ce1psig2jfiboi5dydwymdxfesh0iobw7okk2	459	< 0.1%
yl+kpplrc+saszhxzqiuoph207jmsdme1s5aet3waoxgxlldqyr7/xswapw	327	< 0.1%
qea9p+bz2chpcub6hsb4soemkbeh7nqcko6bagx7jxtv+333ty	306	< 0.1%
db8selcvstm4vrkqmeqfp/ipthwna5h5u8qepn	290	< 0.1%
0g7n7jhzrple7mfat083ljl64ogz+vwjau+hhxxadymylky8mmoce5qdwbqh4+c	270	< 0.1%
9rn4cudcpmkymv5x0rcvzeeuebhcdyp61fmhhe8ptav02dteb	232	< 0.1%
hjp5czcwby2h8sh8nikwc9fdmuqmr1cn	224	< 0.1%
Other values (796384)	1056824	99.6%

Most occurring characters

Value	Count	Frequency (%)
i	900295	1.7%
A	887615	1.7%
W	878079	1.7%
7	863735	1.7%
O	860010	1.6%
D	858907	1.6%
s	853511	1.6%
N	852443	1.6%
6	850729	1.6%
P	846161	1.6%
Other values (54)	43530430	83.4%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	21283098	40.8%
Lowercase Letter	21109584	40.5%
Decimal Number	8149632	15.6%
Math Symbol	826210	1.6%
Other Punctuation	813391	1.6%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
i	900295	4.3%
s	853511	4.0%
j	843346	4.0%
e	841501	4.0%
o	837197	4.0%
q	834754	4.0%
p	834439	4.0%
l	829892	3.9%
h	828141	3.9%
y	822144	3.9%
Other values (16)	12684364	60.1%

Uppercase Letter

Value	Count	Frequency (%)
A	887615	4.2%
W	878079	4.1%
O	860010	4.0%
D	858907	4.0%
N	852443	4.0%
P	846161	4.0%
Y	838018	3.9%
H	833983	3.9%
M	829680	3.9%
B	825867	3.9%
Other values (16)	12772335	60.0%

Decimal Number

Value	Count	Frequency (%)
7	863735	10.6%
6	850729	10.4%
9	835052	10.2%
8	832165	10.2%
2	808760	9.9%
5	802742	9.9%
4	796535	9.8%
1	795060	9.8%
3	791027	9.7%
0	773827	9.5%

Math Symbol

Value	Count	Frequency (%)
+	826210	100.0%

Other Punctuation

Value	Count	Frequency (%)
/	813391	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	42392682	81.2%
Common	9789233	18.8%

Most frequent character per script

Latin

Value	Count	Frequency (%)
i	900295	2.1%
A	887615	2.1%
W	878079	2.1%
O	860010	2.0%
D	858907	2.0%
s	853511	2.0%
N	852443	2.0%
P	846161	2.0%
j	843346	2.0%
e	841501	2.0%
Other values (42)	33770814	79.7%

Common

Value	Count	Frequency (%)
7	863735	8.8%
6	850729	8.7%
9	835052	8.5%
8	832165	8.5%
+	826210	8.4%
/	813391	8.3%
2	808760	8.3%
5	802742	8.2%
4	796535	8.1%
1	795060	8.1%
Other values (2)	1564854	16.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	52181915	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
i	900295	1.7%
A	887615	1.7%
W	878079	1.7%
7	863735	1.7%
O	860010	1.6%
D	858907	1.6%
s	853511	1.6%
N	852443	1.6%
6	850729	1.6%
P	846161	1.6%
Other values (54)	43530430	83.4%

ssdeep_hash2
Categorical

HIGH CARDINALITY

Distinct	791467
Distinct (%)	74.8%
Missing	2689
Missing (%)	0.3%
Memory size	8.1 MiB

Xo/BHng5HaVG4G/1z+QVMbg1	962
CaqQEkMGUaP3kbCi3B3IraPS	734
n	541
e+ORToOWSi5gBoS4wYUJ0eo2	507
++ORToOWSi5gBoS4wYUJ0eo2	462
Other values (791462)	1055256

Length

Max length	32
Median length	24
Mean length	22.81341985
Min length	1

Characters and Unicode

Total characters	24147138
Distinct characters	64
Distinct categories	5 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	689354 ?
Unique (%)	65.1%

Sample

1st row	9R/RiIEYGgUEfRfxKezBNct
2nd row	3ewm1qx5KH7XzDQ
3rd row	vmMedb1OSBwLEKr63UcN
4th row	AhY2gUfVH5XlVYzagW4/3rn0Y5zmzRfq
5th row	SQA4NuhuZN/GxtP0tPp4CLt

Common Values

Value	Count	Frequency (%)
Xo/BHng5HaVG4G/1z+QVMbg1	962	0.1%
CaqQEkMGUaP3kbCi3B3IraPS	734	0.1%
n	541	0.1%
e+ORToOWSi5gBoS4wYUJ0eo2	507	< 0.1%
++ORToOWSi5gBoS4wYUJ0eo2	462	< 0.1%
H	355	< 0.1%
3	316	< 0.1%
QpSFMVGH207aeNNCqg847/X5aPw	316	< 0.1%
692bz2Eb6pd7B6bAGx7s333T	304	< 0.1%
Z8stqfrkWqFp/3xs	290	< 0.1%
Other values (791457)	1053675	99.3%
(Missing)	2689	0.3%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
xo/bhng5havg4g/1z+qvmbg1	964	0.1%
caqqekmguap3kbci3b3iraps	782	0.1%
n	664	0.1%
e+ortoowsi5gbos4wyuj0eo2	507	< 0.1%
h	488	< 0.1%
ortoowsi5gbos4wyuj0eo2	462	< 0.1%
x	416	< 0.1%
	384	< 0.1%
f	365	< 0.1%
v	355	< 0.1%
Other values (777061)	1053075	99.5%

Most occurring characters

Value	Count	Frequency (%)
j	460000	1.9%
i	427682	1.8%
D	416711	1.7%
W	412353	1.7%
e	411113	1.7%
o	399041	1.7%
f	398962	1.7%
P	396508	1.6%
y	396376	1.6%
6	394911	1.6%
Other values (54)	20033481	83.0%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	9987568	41.4%
Uppercase Letter	9702553	40.2%
Decimal Number	3719520	15.4%
Other Punctuation	369558	1.5%
Math Symbol	367939	1.5%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
j	460000	4.6%
i	427682	4.3%
e	411113	4.1%
o	399041	4.0%
f	398962	4.0%
y	396376	4.0%
n	393562	3.9%
v	393107	3.9%
p	392392	3.9%
c	387394	3.9%
Other values (16)	5927939	59.4%

Uppercase Letter

Value	Count	Frequency (%)
D	416711	4.3%
W	412353	4.2%
P	396508	4.1%
A	388553	4.0%
B	388320	4.0%
N	386004	4.0%
X	383471	4.0%
S	381803	3.9%
O	380829	3.9%
G	376324	3.9%
Other values (16)	5791677	59.7%

Decimal Number

Value	Count	Frequency (%)
6	394911	10.6%
5	394821	10.6%
4	394407	10.6%
7	379638	10.2%
1	366579	9.9%
3	364473	9.8%
9	364241	9.8%
8	361562	9.7%
0	351810	9.5%
2	347078	9.3%

Other Punctuation

Value	Count	Frequency (%)
/	369558	100.0%

Math Symbol

Value	Count	Frequency (%)
+	367939	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	19690121	81.5%
Common	4457017	18.5%

Most frequent character per script

Latin

Value	Count	Frequency (%)
j	460000	2.3%
i	427682	2.2%
D	416711	2.1%
W	412353	2.1%
e	411113	2.1%
o	399041	2.0%
f	398962	2.0%
P	396508	2.0%
y	396376	2.0%
n	393562	2.0%
Other values (42)	15577813	79.1%

Common

Value	Count	Frequency (%)
6	394911	8.9%
5	394821	8.9%
4	394407	8.8%
7	379638	8.5%
/	369558	8.3%
+	367939	8.3%
1	366579	8.2%
3	364473	8.2%
9	364241	8.2%
8	361562	8.1%
Other values (2)	698888	15.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	24147138	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
j	460000	1.9%
i	427682	1.8%
D	416711	1.7%
W	412353	1.7%
e	411113	1.7%
o	399041	1.7%
f	398962	1.7%
P	396508	1.6%
y	396376	1.6%
6	394911	1.6%
Other values (54)	20033481	83.0%

tlsh
Categorical

HIGH CARDINALITY

Distinct	866123
Distinct (%)	81.6%
Missing	21
Missing (%)	< 0.1%
Memory size	8.1 MiB

T1D6573324C7C2D2E2C5E36A7869E63742D29E0E4E74C9DFB94EC5C3AE24B4CCC4669513	67
T1D9056D1FA6AC01E5D07AC07CC583CA26F7B17865437597CF01A0866E6F2BBE85E3A750	67
T137B3296977D821A8E1B69138CAB58945E376B4641B3193FF03A0C67D1E33BE09D34F52	66
T18885221272D48035F1F35A3055F09EB14E7EF9301EB14E6E23955A6E1A306D2EA78B3B	64
T179852300B2E48431F1F31E3559F4DAB35E7EBC701E3499AF27952A6C1E30696923276B	64
Other values (866118)	1060802

Length

Max length	72
Median length	72
Mean length	72
Min length	72

Characters and Unicode

Total characters	76401360
Distinct characters	17
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	766859 ?
Unique (%)	72.3%

Sample

1st row	T1F7F5236AB7E41DF6EC62823A4E524547EE703C9D2311EBAF03B0475A1F136A59D3CB21
2nd row	T1B4943BD5FB6A52BADB8B257E21149F1AC8D231A597D497F3D2BD2D1A05262C33C3200F
3rd row	T1F7C4AF203980C076D67A38706AB8EA7A0DAD6E310F30D5CF67D809795FB4AD2573661F
4th row	T177F48D227BF6C0B7C64211318A1C6BF690F6F3190B3059C367908F6D6B399D5D63AE1A
5th row	T1FC963385E83ACE03D6422E38548BF3661615CC50EBC049D87E7DBA8C9F71791939B1AF

Common Values

Value	Count	Frequency (%)
T1D6573324C7C2D2E2C5E36A7869E63742D29E0E4E74C9DFB94EC5C3AE24B4CCC4669513	67	< 0.1%
T1D9056D1FA6AC01E5D07AC07CC583CA26F7B17865437597CF01A0866E6F2BBE85E3A750	67	< 0.1%
T137B3296977D821A8E1B69138CAB58945E376B4641B3193FF03A0C67D1E33BE09D34F52	66	< 0.1%
T18885221272D48035F1F35A3055F09EB14E7EF9301EB14E6E23955A6E1A306D2EA78B3B	64	< 0.1%
T179852300B2E48431F1F31E3559F4DAB35E7EBC701E3499AF27952A6C1E30696923276B	64	< 0.1%
T1A9033AEF5A24DAE3D4E899F0A0D5948E363C1BF27D650EC3C448B95C1A0BBDC650896F	63	< 0.1%
T127F2E8FF4DAC65F3D4FD9AF075A08512393D85767DC00AC38285B07C6A4B3D2A918DAA	61	< 0.1%
T1A0D3E66E63A531B8C67BC17CCA568946E2B27065172167FF03A0C6BD4F33AE1B139B50	61	< 0.1%
T138F3595673A450F5D42A813888928686FBB3BC660B3483CF5764976A5F337D1BE3D322	61	< 0.1%
T119673356A20890EEE876AE3CB983C320B113B4473D8B54F23DD61157D0A7F93B659EC6	61	< 0.1%
Other values (866113)	1060495	99.9%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
t1d6573324c7c2d2e2c5e36a7869e63742d29e0e4e74c9dfb94ec5c3ae24b4ccc4669513	67	< 0.1%
t1d9056d1fa6ac01e5d07ac07cc583ca26f7b17865437597cf01a0866e6f2bbe85e3a750	67	< 0.1%
t137b3296977d821a8e1b69138cab58945e376b4641b3193ff03a0c67d1e33be09d34f52	66	< 0.1%
t18885221272d48035f1f35a3055f09eb14e7ef9301eb14e6e23955a6e1a306d2ea78b3b	64	< 0.1%
t179852300b2e48431f1f31e3559f4dab35e7ebc701e3499af27952a6c1e30696923276b	64	< 0.1%
t1a9033aef5a24dae3d4e899f0a0d5948e363c1bf27d650ec3c448b95c1a0bbdc650896f	63	< 0.1%
t127f2e8ff4dac65f3d4fd9af075a08512393d85767dc00ac38285b07c6a4b3d2a918daa	61	< 0.1%
t1a0d3e66e63a531b8c67bc17cca568946e2b27065172167ff03a0c6bd4f33ae1b139b50	61	< 0.1%
t138f3595673a450f5d42a813888928686fbb3bc660b3483cf5764976a5f337d1be3d322	61	< 0.1%
t119673356a20890eee876ae3cb983c320b113b4473d8b54f23dd61157d0a7f93b659ec6	61	< 0.1%
Other values (866113)	1060495	99.9%

Most occurring characters

Value	Count	Frequency (%)
1	6156817	8.1%
3	6141500	8.0%
7	5533437	7.2%
2	5440707	7.1%
6	5056733	6.6%
B	5006720	6.6%
0	4522674	5.9%
5	4502450	5.9%
A	4456249	5.8%
9	4303976	5.6%
Other values (7)	25280097	33.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	49824164	65.2%
Uppercase Letter	26577196	34.8%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	6156817	12.4%
3	6141500	12.3%
7	5533437	11.1%
2	5440707	10.9%
6	5056733	10.1%
0	4522674	9.1%
5	4502450	9.0%
9	4303976	8.6%
4	4296239	8.6%
8	3869631	7.8%

Uppercase Letter

Value	Count	Frequency (%)
B	5006720	18.8%
A	4456249	16.8%
E	4251501	16.0%
F	4117570	15.5%
D	4086941	15.4%
C	3597085	13.5%
T	1061130	4.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	49824164	65.2%
Latin	26577196	34.8%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	6156817	12.4%
3	6141500	12.3%
7	5533437	11.1%
2	5440707	10.9%
6	5056733	10.1%
0	4522674	9.1%
5	4502450	9.0%
9	4303976	8.6%
4	4296239	8.6%
8	3869631	7.8%

Latin

Value	Count	Frequency (%)
B	5006720	18.8%
A	4456249	16.8%
E	4251501	16.0%
F	4117570	15.5%
D	4086941	15.4%
C	3597085	13.5%
T	1061130	4.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	76401360	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	6156817	8.1%
3	6141500	8.0%
7	5533437	7.2%
2	5440707	7.1%
6	5056733	6.6%
B	5006720	6.6%
0	4522674	5.9%
5	4502450	5.9%
A	4456249	5.8%
9	4303976	5.6%
Other values (7)	25280097	33.1%

vhash
Categorical

HIGH CARDINALITY
MISSING

Distinct	232547
Distinct (%)	22.3%
Missing	16598
Missing (%)	1.6%
Memory size	8.1 MiB

08403e0f7d1019z39z1bz1fz	8514
07403e0f7d1019z39z1bz1fz	8503
09403e0f7d1019z39z1bz1fz	6470
114025151"z	4645
0740361d051)z1e3z	3601
Other values (232542)	1012820

Length

Max length	75
Median length	63
Mean length	29.07045693
Min length	5

Characters and Unicode

Total characters	30365633
Distinct characters	63
Distinct categories	9 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	160028 ?
Unique (%)	15.3%

Sample

1st row	036066655d15157511b8z5d3z87z1pz
2nd row	145056655d55556bze#z18001
3rd row	155056655d151567z2006dnz4ez1
4th row	075066655d1d15156058z50297z6bz2fz
5th row	08603e1f7d1)z153z

Common Values

Value	Count	Frequency (%)
08403e0f7d1019z39z1bz1fz	8514	0.8%
07403e0f7d1019z39z1bz1fz	8503	0.8%
09403e0f7d1019z39z1bz1fz	6470	0.6%
114025151"z	4645	0.4%
0740361d051)z1e3z	3601	0.3%
06403e0f7d1019z39z1bz1fz	3488	0.3%
03603e0f7d1bz601hz11z1fz	3450	0.3%
017036651d104012z18006dhz12z581za1z67z	3127	0.3%
0540866d1c0d1c0515051068z129z1bz3fz	2966	0.3%
016066655d15157501b8z5d3z87z1pz	2896	0.3%
Other values (232537)	996893	93.9%
(Missing)	16598	1.6%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
08403e0f7d1019z39z1bz1fz	8514	0.8%
07403e0f7d1019z39z1bz1fz	8503	0.8%
09403e0f7d1019z39z1bz1fz	6470	0.6%
114025151"z	4645	0.4%
0740361d051)z1e3z	3601	0.3%
06403e0f7d1019z39z1bz1fz	3488	0.3%
03603e0f7d1bz601hz11z1fz	3450	0.3%
017036651d104012z18006dhz12z581za1z67z	3127	0.3%
0540866d1c0d1c0515051068z129z1bz3fz	2966	0.3%
016066655d15157501b8z5d3z87z1pz	2896	0.3%
Other values (232537)	996893	95.4%

Most occurring characters

Value	Count	Frequency (%)
1	4691305	15.4%
5	4574782	15.1%
0	4275717	14.1%
z	3393000	11.2%
6	2709361	8.9%
3	1704935	5.6%
d	1513000	5.0%
7	1242517	4.1%
2	1188953	3.9%
4	1018361	3.4%
Other values (53)	4053702	13.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	22554643	74.3%
Lowercase Letter	7494422	24.7%
Other Punctuation	156152	0.5%
Close Punctuation	87914	0.3%
Math Symbol	54475	0.2%
Open Punctuation	11711	< 0.1%
Currency Symbol	4859	< 0.1%
Dash Punctuation	1456	< 0.1%
Modifier Symbol	1	< 0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
z	3393000	45.3%
d	1513000	20.2%
f	710381	9.5%
c	473047	6.3%
b	434850	5.8%
a	399431	5.3%
e	325701	4.3%
h	69213	0.9%
n	52109	0.7%
l	24817	0.3%
Other values (16)	98873	1.3%

Other Punctuation

Value	Count	Frequency (%)
"	78994	50.6%
!	30877	19.8%
?	19493	12.5%
&	9937	6.4%
@	7078	4.5%
#	5818	3.7%
.	3349	2.1%
;	477	0.3%
,	61	< 0.1%
:	45	< 0.1%
Other values (2)	23	< 0.1%

Decimal Number

Value	Count	Frequency (%)
1	4691305	20.8%
5	4574782	20.3%
0	4275717	19.0%
6	2709361	12.0%
3	1704935	7.6%
7	1242517	5.5%
2	1188953	5.3%
4	1018361	4.5%
8	656890	2.9%
9	491822	2.2%

Math Symbol

Value	Count	Frequency (%)
\|	34247	62.9%
=	16971	31.2%
~	3197	5.9%
>	33	0.1%
+	14	< 0.1%
<	13	< 0.1%

Close Punctuation

Value	Count	Frequency (%)
)	87871	> 99.9%
]	25	< 0.1%
}	18	< 0.1%

Open Punctuation

Value	Count	Frequency (%)
[	11487	98.1%
{	148	1.3%
(	76	0.6%

Currency Symbol

Value	Count	Frequency (%)
$	4859	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	1456	100.0%

Modifier Symbol

Value	Count	Frequency (%)
^	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	22871211	75.3%
Latin	7494422	24.7%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	4691305	20.5%
5	4574782	20.0%
0	4275717	18.7%
6	2709361	11.8%
3	1704935	7.5%
7	1242517	5.4%
2	1188953	5.2%
4	1018361	4.5%
8	656890	2.9%
9	491822	2.2%
Other values (27)	316568	1.4%

Latin

Value	Count	Frequency (%)
z	3393000	45.3%
d	1513000	20.2%
f	710381	9.5%
c	473047	6.3%
b	434850	5.8%
a	399431	5.3%
e	325701	4.3%
h	69213	0.9%
n	52109	0.7%
l	24817	0.3%
Other values (16)	98873	1.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	30365633	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	4691305	15.4%
5	4574782	15.1%
0	4275717	14.1%
z	3393000	11.2%
6	2709361	8.9%
3	1704935	5.6%
d	1513000	5.0%
7	1242517	4.1%
2	1188953	3.9%
4	1018361	3.4%
Other values (53)	4053702	13.3%

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

The dendrogram allows you to more fully correlate variable completion, revealing trends deeper than the pairwise ones visible in the correlation heatmap.

First rows

	Unnamed: 0	filename	win_count	authentihash	filetype	codesize	timestamp	malicious	undetected	resources_len	sections_len	file_md5	sha1	sha256	imp_hash	icon_dhash	icon_raw_md5	header_hash	ssdeep_blocksize	ssdeep_hash1	ssdeep_hash2	tlsh	vhash
0	0	20220329/2022032900/2022032900_0	1	07c34aaca4591a9cf8ebd1842225e71210f694302885f003124b870ae356a91c	Win64 EXE	184320	2022	0	67	4	6	c1cd817bd3d737f6162e1a9086e91cd2	cedba9bdca951f88d9b5e2cd0a7f2acd624a63f1	e0fac1d131a2be9e6332565b4070028212f93728dfb03cc009785b956247847b	73effd46557538d5fa5561eee3ffc59c	NaN	NaN	cc89e54dc66a5f6ee88d58234c078e9b	98304	9tP/1S4riIt2PABMgUEfRfxKOgU3zBNct	9R/RiIEYGgUEfRfxKezBNct	T1F7F5236AB7E41DF6EC62823A4E524547EE703C9D2311EBAF03B0475A1F136A59D3CB21	036066655d15157511b8z5d3z87z1pz
1	1	20220329/2022032900/2022032900_0	2	9608678e19cd811d8e942f9b9a8970575b59743412601e54ddfe623b04e9e083	Win32 DLL	243200	2022	0	68	2	5	fc5882322f777f89b12db2dff6d5374c	244155c256095b71287686dd4269418b92b2b953	b804db8237850c862e428b11f2551709c167257a2676d94fde6624ec60d24a6e	9fd5e356cbddf729790916e149772f9d	NaN	NaN	37d2a8ce6ecf3a7d70ff9fbf0a31f49a	6144	iPle+8vX/0+/tdCQnHvU7/I2cPAR8vVcgHHSB2zyEUO1gChaZOQL7FfOKEnUG5K8	3ewm1qx5KH7XzDQ	T1B4943BD5FB6A52BADB8B257E21149F1AC8D231A597D497F3D2BD2D1A05262C33C3200F	145056655d55556bze#z18001
2	2	20220329/2022032900/2022032900_0	3	73619615379de51ef4844a127d0df005abe6590942c419d1d105bc51bff1710b	Win32 DLL	429568	2020	0	68	1	5	9f982986abf27e8cd7717961f8bff9b2	aff4f6e61fe4f1cc9ea618bff3908f321c81102c	7a289af8eb41ae528f58c3f4ad7be982e13507de907a6e0e26babcb4145b52d8	7befd0ee05c1c9ca5f08fc564d7c3598	NaN	NaN	7f6db26a96ad489e799b619d40fcf5ec	12288	fnm1J1rfK6QeMZ1t2jckZxInvGNF/njDRmyXb1qXSBwLxhsKhSzi6euAbArUcN	vmMedb1OSBwLEKr63UcN	T1F7C4AF203980C076D67A38706AB8EA7A0DAD6E310F30D5CF67D809795FB4AD2573661F	155056655d151567z2006dnz4ez1
3	3	20220329/2022032900/2022032900_0	4	e66187aabe30cec5a1beb9cbb30aeb0eb486dea67be33e5447b73893aecfb39c	Win32 EXE	624640	2019	0	69	2	6	43141e85e7c36e31b52b22ab94d5e574	cfd7079a9b268d84b856dc668edbb9ab9ef35312	ea308c76a2f927b160a143d94072b0dce232e04b751f0c6432a94e05164e716d	1a9deef54b6b9763013f742bee84d533	NaN	NaN	ccba0f5380483d4a1486078de3a8ab3c	12288	AwAxBpwU5gU+2/9dB5XlH1YAEa5OLW0TjLWG3rn0Yf5ogmn9X9Rf6TIALr22DIVM	AhY2gUfVH5XlVYzagW4/3rn0Y5zmzRfq	T177F48D227BF6C0B7C64211318A1C6BF690F6F3190B3059C367908F6D6B399D5D63AE1A	075066655d1d15156058z50297z6bz2fz
4	4	20220329/2022032900/2022032900_0	5	3af30befe9456955f1f829b2a3b9f814d92400398336ba172d3105a5b05e259e	Win32 EXE	8192	2008	56	14	2	3	44a8d9ab16e537b6d512728f9c44fa35	43552a601e14591bd5c046ea11ab055aa0b59dda	11e28d1aaf18f77e68627ed160baf296e4372ac145022f1a634c790211369d10	96e57d09efd03a48c83f1349e435734e	NaN	NaN	9fd14c40d4dca5e21aa54c626075766f	196608	TOpCA4N+Jh55WGQCBni/kzdLJTg4JPo+odtHvpYj2jZX22bBZBt	SQA4NuhuZN/GxtP0tPp4CLt	T1FC963385E83ACE03D6422E38548BF3661615CC50EBC049D87E7DBA8C9F71791939B1AF	08603e1f7d1)z153z
5	5	20220329/2022032900/2022032900_0	6	2d7098f0ca7468a4d9e40262bde7d01231be87b2672e40cc13bd259470e148cc	Win32 EXE	26624	2018	0	69	22	5	35ca406cc21b85ab9ad0e6033f389a00	62288ae954faa9532642b64423f93969a8688021	2e3ddbddec10045c79227c78a463df929b241d4a0140acda90ec2a1b211d79ca	b34f154ec913d2d2c435cbd644e91687	NaN	NaN	f05a488cd83d3aa2b72c1ddefe58cfce	6144	jw4JQ6xsjDl7evTt/NuZ81zaAFHhF9v1BJzZH	UPdevR/a81BFHhzbNZH	T160A4E41263F88565F1F31B30A9B566924A7A7E642D34C51EEF32360DC87C670EA6C327	045056655d1c0550d043z800417z47z62z41fz
6	6	20220329/2022032900/2022032900_0	7	d20eab9d87929ecacaa5fe7c6f274d316a8b83ecba8866b7403cef4ed4f7ffd7	Win32 EXE	461824	2011	13	56	0	9	574e1bdbac7d6c045c9637e38a19ff60	6edbae099aa5b065e60d7998b932d20cfe5a3b44	5ccc3c58c654658b4011f6c1ecc704875be305675fae528bbee8179b166382c3	NaN	NaN	NaN	NaN	6144	iCestLeMIzNzyCdiMe5xq1CBm/JGT87VnVkGxLfXNeRfzV	iFMIztyCK5x8CBmn+R5	T126246D76F6C09437D23F2BF88D4B90A9B4157F111E1928867EED0E0C9B3D6D13A291E6	0250966e0d0c0d0c0505\|z
7	7	20220329/2022032900/2022032900_0	8	4298f97463766116e35d6152205935df924e4627b4bd6754220fe6afb7882d3f	Win32 EXE	233472	2017	0	69	14	6	e6567f576c8b51a74f1adad88539d283	64a8bfc246ffbce829f76f5e12d23b03a2e7dd1d	a513a7b8d1f50537f2cb14d7a78096918a93d9447ad3edc6d15f034529e9c4bb	0ba45f8e3256fff048470d02ee09aabb	NaN	NaN	aeef9f8c14cc0dcc39f5499dbb68f953	6144	khuGbXZA2zNMPMPwVtiN44zAi5NAOig3TBrCZMszqLi7ksvmacmWnZde	4uypA2hESwGRwg3TBPi7BvmZmwZQ	T16994CF11BA85A433C1B30A325BADD22529BCBC315D218B5F63D86F2C9E752C1B725B73	045066655d151565614za01006fdz31z31z12a1zebz
8	8	20220329/2022032900/2022032900_0	9	6f72de3cc4aab0e16a11d602fa3c114e0192b51d595eb55d505e40b3f58648fc	Win32 EXE	8192	2011	50	20	0	4	427320b0f1981ff6fa62bbde603ff2e9	3e1d3d16440878eec781c079c49e0738d77e9a7b	3131d750e1c1b0b090cfb3420def25fd6816650b49541c672da006c5f8228d36	8abecba2211e61763c4c9ffcaa13369e	NaN	NaN	4d713ec4bf35d116556f22794429e3fd	768	W7BlphA7pARFbhvOsTKnKqtkYf3X4h559PtP/Of6A/0qzaOtSi1xXaOtSi1x2	W7ZhA7pApvOsOKw3X4l9lX/Jqzlbly	T1FE835ACBB351E066C1ADF07CB2ABA47274647811F827FDDE6F04DA391861AD01BA611F	084046151d15bz131afz23z2fz
9	9	20220329/2022032900/2022032900_0	10	3da8175ec9ea0a67953923aa4951ac1875e0c4e79b71c4d93e5b226346daa09f	Win32 EXE	461824	2011	60	9	36	9	5a32958f2107f418d535cf857f3e4f91	808c07e12f2032490037b0185af20d81a4bd307e	583e1333b25baaa9ce51717b5b26e881773b31f85e88ce1969114b7ba86f72b5	9a06f0024c1694774ae97311608bab5b	NaN	NaN	NaN	12288	iFMIztyCK5x8CBmn+RrNbEyWYa0Ie1vUx9VL	KZyCA8CBmn+RrNj9ay5IL	T1C9B49F71F7D09537D1371BB88C5BA2A9A8397F102E2864467BE81D0C9F397C139292E7	0550966e5d1c0d5c0515603142z4100267z5035z23z503dz

Last rows

	Unnamed: 0	filename	win_count	authentihash	filetype	codesize	timestamp	malicious	undetected	resources_len	sections_len	file_md5	sha1	sha256	imp_hash	icon_dhash	icon_raw_md5	header_hash	ssdeep_blocksize	ssdeep_hash1	ssdeep_hash2	tlsh	vhash
1061141	1061141	2022042101/2022042101_46	615745	f84ccc6535d6987093e6b5ded2ea1e4c62c31796a6d5841958340c68a501035c	Win32 EXE	1092608	2022	49	20	2	4	2f97b26e4fd50956d7d82289bfe980c2	d33a752278f4efd1d8230cf9253cbc461ee1b800	8af4f246c15642bc51545fcd3d3f8bea2941f2105fe4da75dad46ba5e704498c	f34d5f2d4577ed6d9ceec516c1f5a744	NaN	NaN	NaN	12288	p49I/nL8TnKZPVHR3E/bS2vkRNJLXseJQdErvNKj6SKm+eAIhu181d6rsPH	pngTKZ5RU/xG7zsEyEve6SZ+dIe8usv	T13335490A7A44DE02D06E1737CAEF801583A8AD417E62DB1A7E9F335D26613A71E0D1DF	2160466d15151240310832120170
1061142	1061142	2022042101/2022042101_46	615746	7908713edc3b6ab5afc9c093a6f54e06cb279c765c0d7dcf0233fd97a057e84c	Win32 DLL	28672	2022	0	66	66	9	f6048409fec21ee7cd99f89ffed28aad	ed322a592f50b8e906a46a6f585e2754f5709b56	f35e61803269e916fb06208a4851b5024715ff1b1c925a8a2740de4611117d72	636a11f3f62ad894fff920b558751228	NaN	NaN	NaN	1536	UiokIBQJgDsb/565sLGW7P1dS7gaFzJs8t2+1zPYxj2Z/tndQRTA87jWd7+	UimRUQ52GW7QFo0zPmaltdQG8ud6	T1A9D31752A3F91225F9FBBF3669B905604E36BC95BC38E95C1210845E1EB1F409DB8B33	115096661d1c0d1d15151az229z1sz2
1061143	1061143	2022042101/2022042101_46	615747	c74158a6388f3d7870dc6c1c0d2a1512671a5ce61580b6c61453b75cd31a76fc	Win32 DLL	4096	2022	41	27	1	3	20d58c92926a7b72ef0942b107744c18	96b76d865d9c492df19a6495f7945327063230e4	20e2f6f8e3a8c337ebe901edf5402250fb72bcd5d7bf0c87026ebfdd8dbccc29	dae02f32a21e03ce65412f6e56942daa	NaN	NaN	NaN	96	sH+lj9YDhx/cHyTqc8AU7y0Lz88m65OBOpobCw9YPSK	sHQYb/Zu1ym88mGxki	T176C1D68ABBD40E53F83A03755A73932A57B4FD529E535B9F0D6016346D11B902E31BF0	3630365515151z21z30
1061144	1061144	2022042101/2022042101_46	615748	7116b14241ab33d823a6b83f14972ccd13bce8bb32e1ede20dad09462d894808	Win32 DLL	28672	2022	0	66	53	9	3c9dc951a9da210e188e327e531f4ce1	416dc1017c1b8e8f323c13cb1b47e3928ecdec95	d4db26e30747e3a51e7f177ceefb9df95882b5cdd79afe091923a4232edfe1b3	636a11f3f62ad894fff920b558751228	NaN	NaN	NaN	1536	KiokIBQJgDsb/56hC59xy88Nst2cEFHSj0Ee7a/7qQ	KimRUQy+GocteW/eQ	T119C37E61A7F95628F6F36F36A8B995144E37BC95AC38E50C1214844E0EB1F84CDB4B37	115096661d1c0d1d15151az229z1sz2
1061145	1061145	2022042101/2022042101_46	615749	e7d71fa6a65682dafb8eb505e941a85a2c730c9a934cd836e3cf8cb78f1d083e	Win32 EXE	1018880	1970	53	16	12	6	3e2d62c587634f6ea91e827204205714	33ca70bdef6f6ba9ef577adaefcc5605b9b44d61	54348aee6202456654092881f5652a912e59c5653f2199708076ddbfcaffc917	fcdcf4239ade4bb66e6f89d5914ca08e	NaN	NaN	NaN	49152	D9yiCJ5rFwnANZGEXep+9TxFegOSDAmosh3ANkTTly91uyAXv	cJ5rFwnApezgOS9V3AMYmyAXv	T10AF5D071F5228136F2A346778D7F3E2E693823739B13A4DB91541D9918722D2BF3260B	036066655d17656562c8zafbz13z2071ze4z187z
1061146	1061146	2022042101/2022042101_46	615750	0b662873e8b186a4ce90f1faf19a3fe1b44e24b0771c78f101a8618b0d8501ef	Win64 EXE	2048	2100	32	37	3	6	00e1c2e85cb4f315d379a0bbe5118beb	c19edbf91ec64fe9f64934aaa27e4208ff3e2c54	ab223708ae865ecf9c17347287a5ac282966b93bdaf401e2cab4c7bba35d8e31	a96fa9912e09e361274ad77f1a4b252c	NaN	NaN	4a6983825f2f4ab9aa91966820acf1b5	24576	LZUlCwRUlCuUlmVRbbWLYrUlCwRUlCuUlZUlCwRUlCuUlmVRbbWLYxZcuzKPgssq	thbWRhbW+hKPgssSt2gB	T1AFB56B02A3E980B4F1F367706DB99739AA367C615B35825F63C0D65E0E70B909632737	026066551d1515151hze@z
1061147	1061147	2022042101/2022042101_46	615751	fece060ffebe459a06f0b76161499365e0cf0da038a8a91116159a282539e17c	Win64 EXE	2486272	2021	7	60	46	7	6dec2ea0d47371c08d2b8a96bf8d2caf	cebc908105ae9a3113c38e10eb8daaa57cedc805	4b639fbdb422f5a2383bfb10ba43b2308ebfb8d1467655c65f3120ad954192e6	5e12fd600b33fb723b90d2f969b702f5	NaN	NaN	9496d70a7e1c12bed42c70c0d2fe6ec0	49152	+c43gjn4FU7/DrXkJ6DINSrk21Y8SX1oZYkWbm0Ynn/1exGCxrT6F70ozQSS6n	+xdNSpI1uM1Ynn/JMT6p3Hn	T1B926165962AC03D7D1E6903B8D0EF80BD6B17C85F2349A8B0D94765B1F377670E2A21E	046076655d1565151550b012z6400b86z230e5zb0700e3030d018z5
1061148	1061148	2022042101/2022042101_46	615752	269eed5f80c493c27d4900823f0b9838d1372d9f2b88b426a2c2a852e0486d7c	Win32 DLL	6144	2022	42	26	1	3	062601c12f2f75966f50e16064b196ff	da4858bddc29b85402519362b9e1ffae39c2fd94	82ebd1432a522b835ad2470762d20fe327c9aa893152bf975c92728626596281	dae02f32a21e03ce65412f6e56942daa	NaN	NaN	NaN	96	CtU+bdaG38WzUi91491t1481EK14b1MWApw18FcZdsGSuxf9uxfpDO8u3ZW8yAK	gdaGsWzV+HRlkgcZdsGSuxf4IZZg	T13FF1B606DFBE495DDC3E837C4DB303473338E4146A36CB2FA8A888F59C11B681A69781	383036551515001451021
1061149	1061149	2022042101/2022042101_46	615753	0bc697ee93926613f7414fa4315c5a16ca383a4f05002f224751305beedded2c	Win32 EXE	103936	2062	1	65	0	6	44fc22939e54a1b34aa281c4e0f47008	bd2bc63da51e404573092d1db3b4c99e76562ee0	11a71407b045fdea8c44bd5c1299b9ffa7fbd98b93b31490c95004918349fd0e	NaN	NaN	NaN	2a60918e8748f0c2558aa403c26f7c6d	768	gPQ5hagqUF+5v6TYpjn3xiiyaC1Aw6ZyhYl48r6X/QEvoq4Bil+	grU4x6YpjnBFy11Aw6Zyhirr6Xt2il+	T143335D0199C7F4B6F151243046DC7672E2F9B976282A738BBB91CBABA831540FF14F25	0540666d050d0505\|z
1061150	1061150	2022042101/2022042101_46	615754	8856e111e982e35573bf7007e9e86ec789644598119347015f47b5124c24a10c	Win64 DLL	2608128	2020	0	68	101	8	fc992b4825a0c593da432f100450ee82	16ebb950effd707a41b85c3515eac3f5dc6b4762	cef72251580a2cbc04d99a9b6197774844f4b68da5e4bd0943e5941d87345476	0068a27aa795c73ef4ed3ef630edae7e	NaN	NaN	f3158e77976ad958ff2d19dc6508faca	49152	JsET3R3USw+cjovesC56YLpZhX1AD3CL+yGbvRoCcPc90idpxmqc0niJ4GRkdoqv	i+8+3N0YXiJ4G6d/OeqY5	T1522616466AED8161E1B6D234CA7B464BDBB2BC115B35D3CF01A4125E1F33BE18E79322	146086651d156d1d155551b4z6400c46z1818z63z31z18z4

Overview

Variables

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Connector Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Lowercase Letter

Most occurring scripts

Most frequent character per script

Common

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Category Frequency Plot

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Decimal Number

Lowercase Letter

Space Separator

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Lowercase Letter

Most occurring scripts

Most frequent character per script

Common

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Lowercase Letter

Most occurring scripts

Most frequent character per script

Common

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category